Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 3241 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 257 |
| Duplicate rows (%) | 7.9% |
| Total size in memory | 405.2 KiB |
| Average record size in memory | 128.0 B |
Variable types
| NUM | 13 |
|---|---|
| CAT | 2 |
| BOOL | 1 |
| Dataset has 257 (7.9%) duplicate rows | Duplicates |
Duration is highly skewed (γ1 = 32.04683548) | Skewed |
TempDist has 2556 (78.9%) zeros | Zeros |
SpatDist has 2597 (80.1%) zeros | Zeros |
AnzGesperrtFs has 1020 (31.5%) zeros | Zeros |
Length has 913 (28.2%) zeros | Zeros |
Duration has 504 (15.6%) zeros | Zeros |
Reproduction
| Analysis started | 2020-10-24 10:57:26.448227 |
|---|---|
| Analysis finished | 2020-10-24 10:57:52.359792 |
| Duration | 25.91 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
TempMax
Real number (ℝ≥0)
| Distinct | 208 |
|---|---|
| Distinct (%) | 6.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 186.0074051 |
|---|---|
| Minimum | 9 |
| Maximum | 1326 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 25.3 KiB |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 42 |
| median | 111 |
| Q3 | 219 |
| 95-th percentile | 654 |
| Maximum | 1326 |
| Range | 1317 |
| Interquartile range (IQR) | 177 |
Descriptive statistics
| Standard deviation | 222.3546091 |
|---|---|
| Coefficient of variation (CV) | 1.195407295 |
| Kurtosis | 7.775615228 |
| Mean | 186.0074051 |
| Median Absolute Deviation (MAD) | 78 |
| Skewness | 2.526191522 |
| Sum | 602850 |
| Variance | 49441.57217 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 15 | 155 | 4.8% | |
| 36 | 115 | 3.5% | |
| 21 | 83 | 2.6% | |
| 189 | 79 | 2.4% | |
| 24 | 73 | 2.3% | |
| 18 | 68 | 2.1% | |
| 60 | 62 | 1.9% | |
| 48 | 60 | 1.9% | |
| 30 | 54 | 1.7% | |
| 57 | 50 | 1.5% | |
| Other values (198) | 2442 | 75.3% |
| Value | Count | Frequency (%) | |
| 9 | 43 | 1.3% | |
| 12 | 42 | 1.3% | |
| 15 | 155 | 4.8% | |
| 18 | 68 | 2.1% | |
| 21 | 83 | 2.6% |
| Value | Count | Frequency (%) | |
| 1326 | 7 | 0.2% | |
| 1323 | 23 | 0.7% | |
| 1320 | 2 | 0.1% | |
| 1194 | 1 | < 0.1% | |
| 1116 | 12 | 0.4% |
TempAvg
Real number (ℝ≥0)
| Distinct | 258 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.87442147 |
|---|---|
| Minimum | 3 |
| Maximum | 1326 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 25.3 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 20 |
| median | 47 |
| Q3 | 104 |
| 95-th percentile | 261 |
| Maximum | 1326 |
| Range | 1323 |
| Interquartile range (IQR) | 84 |
Descriptive statistics
| Standard deviation | 105.0379559 |
|---|---|
| Coefficient of variation (CV) | 1.267435164 |
| Kurtosis | 28.43934566 |
| Mean | 82.87442147 |
| Median Absolute Deviation (MAD) | 32 |
| Skewness | 4.029544586 |
| Sum | 268596 |
| Variance | 11032.97219 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 15 | 155 | 4.8% | |
| 162 | 69 | 2.1% | |
| 31 | 68 | 2.1% | |
| 18 | 61 | 1.9% | |
| 30 | 58 | 1.8% | |
| 17 | 58 | 1.8% | |
| 9 | 54 | 1.7% | |
| 12 | 54 | 1.7% | |
| 21 | 50 | 1.5% | |
| 6 | 49 | 1.5% | |
| Other values (248) | 2565 | 79.1% |
| Value | Count | Frequency (%) | |
| 3 | 3 | 0.1% | |
| 4 | 4 | 0.1% | |
| 5 | 24 | 0.7% | |
| 6 | 49 | 1.5% | |
| 7 | 45 | 1.4% |
| Value | Count | Frequency (%) | |
| 1326 | 3 | 0.1% | |
| 966 | 2 | 0.1% | |
| 955 | 1 | < 0.1% | |
| 858 | 2 | 0.1% | |
| 793 | 1 | < 0.1% |
SpatMax
Real number (ℝ≥0)
| Distinct | 1236 |
|---|---|
| Distinct (%) | 38.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11142.49892 |
|---|---|
| Minimum | 699 |
| Maximum | 220501 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 25.3 KiB |
Quantile statistics
| Minimum | 699 |
|---|---|
| 5-th percentile | 1510 |
| Q1 | 2831 |
| median | 5528 |
| Q3 | 12219 |
| 95-th percentile | 31880 |
| Maximum | 220501 |
| Range | 219802 |
| Interquartile range (IQR) | 9388 |
Descriptive statistics
| Standard deviation | 22009.93478 |
|---|---|
| Coefficient of variation (CV) | 1.97531406 |
| Kurtosis | 58.64762205 |
| Mean | 11142.49892 |
| Median Absolute Deviation (MAD) | 3257 |
| Skewness | 7.104555233 |
| Sum | 36112839 |
| Variance | 484437229.1 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 2831 | 113 | 3.5% | |
| 1926 | 64 | 2.0% | |
| 1014 | 39 | 1.2% | |
| 2908 | 34 | 1.0% | |
| 2475 | 26 | 0.8% | |
| 8459 | 25 | 0.8% | |
| 3306 | 24 | 0.7% | |
| 2226 | 19 | 0.6% | |
| 9045 | 19 | 0.6% | |
| 1903 | 17 | 0.5% | |
| Other values (1226) | 2861 | 88.3% |
| Value | Count | Frequency (%) | |
| 699 | 1 | < 0.1% | |
| 902 | 1 | < 0.1% | |
| 951 | 1 | < 0.1% | |
| 965 | 1 | < 0.1% | |
| 991 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 220501 | 7 | 0.2% | |
| 219082 | 8 | 0.2% | |
| 189730 | 17 | 0.5% | |
| 125909 | 5 | 0.2% | |
| 66011 | 2 | 0.1% |
SpatAvg
Real number (ℝ≥0)
| Distinct | 1326 |
|---|---|
| Distinct (%) | 40.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3281.809627 |
|---|---|
| Minimum | 284 |
| Maximum | 15602 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 25.3 KiB |
Quantile statistics
| Minimum | 284 |
|---|---|
| 5-th percentile | 862 |
| Q1 | 1536 |
| median | 2282 |
| Q3 | 3951 |
| 95-th percentile | 9929 |
| Maximum | 15602 |
| Range | 15318 |
| Interquartile range (IQR) | 2415 |
Descriptive statistics
| Standard deviation | 2778.984024 |
|---|---|
| Coefficient of variation (CV) | 0.8467840429 |
| Kurtosis | 3.870895073 |
| Mean | 3281.809627 |
| Median Absolute Deviation (MAD) | 985 |
| Skewness | 1.968910061 |
| Sum | 10636345 |
| Variance | 7722752.204 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1536 | 113 | 3.5% | |
| 1575 | 64 | 2.0% | |
| 809 | 39 | 1.2% | |
| 2691 | 24 | 0.7% | |
| 1276 | 23 | 0.7% | |
| 1683 | 20 | 0.6% | |
| 1272 | 19 | 0.6% | |
| 2469 | 19 | 0.6% | |
| 10266 | 17 | 0.5% | |
| 4430 | 14 | 0.4% | |
| Other values (1316) | 2889 | 89.1% |
| Value | Count | Frequency (%) | |
| 284 | 2 | 0.1% | |
| 305 | 3 | 0.1% | |
| 355 | 1 | < 0.1% | |
| 404 | 1 | < 0.1% | |
| 419 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 15602 | 4 | 0.1% | |
| 15590 | 4 | 0.1% | |
| 15054 | 4 | 0.1% | |
| 14785 | 3 | 0.1% | |
| 14776 | 3 | 0.1% |
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.529157667 |
|---|---|
| Minimum | 0 |
| Maximum | 24 |
| Zeros | 2556 |
| Zeros (%) | 78.9% |
| Memory size | 25.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 18 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 5.747503339 |
|---|---|
| Coefficient of variation (CV) | 2.27249705 |
| Kurtosis | 3.970395034 |
| Mean | 2.529157667 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.269746513 |
| Sum | 8197 |
| Variance | 33.03379463 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) | |
| 0 | 2556 | 78.9% | |
| 7 | 40 | 1.2% | |
| 14 | 39 | 1.2% | |
| 3 | 39 | 1.2% | |
| 9 | 36 | 1.1% | |
| 6 | 36 | 1.1% | |
| 10 | 35 | 1.1% | |
| 8 | 32 | 1.0% | |
| 12 | 32 | 1.0% | |
| 18 | 31 | 1.0% | |
| Other values (15) | 365 | 11.3% |
| Value | Count | Frequency (%) | |
| 0 | 2556 | 78.9% | |
| 1 | 21 | 0.6% | |
| 2 | 29 | 0.9% | |
| 3 | 39 | 1.2% | |
| 4 | 22 | 0.7% |
| Value | Count | Frequency (%) | |
| 24 | 22 | 0.7% | |
| 23 | 13 | 0.4% | |
| 22 | 29 | 0.9% | |
| 21 | 27 | 0.8% | |
| 20 | 24 | 0.7% |
| Distinct | 432 |
|---|---|
| Distinct (%) | 13.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 154.3248997 |
|---|---|
| Minimum | 0 |
| Maximum | 1988 |
| Zeros | 2597 |
| Zeros (%) | 80.1% |
| Memory size | 25.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1271 |
| Maximum | 1988 |
| Range | 1988 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 407.8321796 |
|---|---|
| Coefficient of variation (CV) | 2.642685531 |
| Kurtosis | 7.531771897 |
| Mean | 154.3248997 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.880401915 |
| Sum | 500167 |
| Variance | 166327.0867 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2597 | 80.1% | |
| 576 | 43 | 1.3% | |
| 92 | 38 | 1.2% | |
| 1025 | 23 | 0.7% | |
| 1985 | 7 | 0.2% | |
| 431 | 6 | 0.2% | |
| 1 | 5 | 0.2% | |
| 120 | 4 | 0.1% | |
| 1986 | 4 | 0.1% | |
| 1378 | 3 | 0.1% | |
| Other values (422) | 511 | 15.8% |
| Value | Count | Frequency (%) | |
| 0 | 2597 | 80.1% | |
| 1 | 5 | 0.2% | |
| 2 | 3 | 0.1% | |
| 3 | 2 | 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1988 | 1 | < 0.1% | |
| 1986 | 4 | 0.1% | |
| 1985 | 7 | 0.2% | |
| 1983 | 3 | 0.1% | |
| 1982 | 1 | < 0.1% |
Coverage
Real number (ℝ≥0)
| Distinct | 97 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.25485961 |
|---|---|
| Minimum | 1 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 25.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 27 |
| median | 43 |
| Q3 | 62 |
| 95-th percentile | 85 |
| Maximum | 100 |
| Range | 99 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 23.13043721 |
|---|---|
| Coefficient of variation (CV) | 0.5111149919 |
| Kurtosis | -0.6209844288 |
| Mean | 45.25485961 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.3981479989 |
| Sum | 146671 |
| Variance | 535.0171253 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 48 | 152 | 4.7% | |
| 35 | 87 | 2.7% | |
| 27 | 83 | 2.6% | |
| 85 | 80 | 2.5% | |
| 100 | 69 | 2.1% | |
| 32 | 67 | 2.1% | |
| 64 | 63 | 1.9% | |
| 47 | 62 | 1.9% | |
| 34 | 58 | 1.8% | |
| 25 | 58 | 1.8% | |
| Other values (87) | 2462 | 76.0% |
| Value | Count | Frequency (%) | |
| 1 | 7 | 0.2% | |
| 3 | 10 | 0.3% | |
| 4 | 8 | 0.2% | |
| 5 | 17 | 0.5% | |
| 6 | 12 | 0.4% |
| Value | Count | Frequency (%) | |
| 100 | 69 | 2.1% | |
| 99 | 1 | < 0.1% | |
| 97 | 4 | 0.1% | |
| 95 | 7 | 0.2% | |
| 94 | 9 | 0.3% |
TLCar
Real number (ℝ≥0)
| Distinct | 772 |
|---|---|
| Distinct (%) | 23.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1502.674175 |
|---|---|
| Minimum | 1000 |
| Maximum | 1999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 25.3 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 1048 |
| Q1 | 1271 |
| median | 1521 |
| Q3 | 1751 |
| 95-th percentile | 1938 |
| Maximum | 1999 |
| Range | 999 |
| Interquartile range (IQR) | 480 |
Descriptive statistics
| Standard deviation | 283.6809871 |
|---|---|
| Coefficient of variation (CV) | 0.188784097 |
| Kurtosis | -1.177110507 |
| Mean | 1502.674175 |
| Median Absolute Deviation (MAD) | 237 |
| Skewness | -0.06217156351 |
| Sum | 4870167 |
| Variance | 80474.90245 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1555 | 109 | 3.4% | |
| 1297 | 65 | 2.0% | |
| 1286 | 39 | 1.2% | |
| 1171 | 28 | 0.9% | |
| 1152 | 28 | 0.9% | |
| 1518 | 25 | 0.8% | |
| 1788 | 20 | 0.6% | |
| 1015 | 20 | 0.6% | |
| 1667 | 20 | 0.6% | |
| 1887 | 18 | 0.6% | |
| Other values (762) | 2869 | 88.5% |
| Value | Count | Frequency (%) | |
| 1000 | 3 | 0.1% | |
| 1001 | 10 | 0.3% | |
| 1003 | 5 | 0.2% | |
| 1004 | 3 | 0.1% | |
| 1005 | 5 | 0.2% |
| Value | Count | Frequency (%) | |
| 1999 | 2 | 0.1% | |
| 1997 | 4 | 0.1% | |
| 1996 | 6 | 0.2% | |
| 1995 | 7 | 0.2% | |
| 1994 | 1 | < 0.1% |
TLHGV
Real number (ℝ≥0)
| Distinct | 475 |
|---|---|
| Distinct (%) | 14.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 730.9500154 |
|---|---|
| Minimum | 500 |
| Maximum | 999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 25.3 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 513 |
| Q1 | 609 |
| median | 734 |
| Q3 | 847 |
| 95-th percentile | 969 |
| Maximum | 999 |
| Range | 499 |
| Interquartile range (IQR) | 238 |
Descriptive statistics
| Standard deviation | 144.4803822 |
|---|---|
| Coefficient of variation (CV) | 0.1976610974 |
| Kurtosis | -1.130924543 |
| Mean | 730.9500154 |
| Median Absolute Deviation (MAD) | 122 |
| Skewness | 0.1414501679 |
| Sum | 2369009 |
| Variance | 20874.58083 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 787 | 123 | 3.8% | |
| 505 | 68 | 2.1% | |
| 612 | 45 | 1.4% | |
| 738 | 35 | 1.1% | |
| 737 | 35 | 1.1% | |
| 513 | 31 | 1.0% | |
| 571 | 31 | 1.0% | |
| 579 | 26 | 0.8% | |
| 987 | 22 | 0.7% | |
| 997 | 21 | 0.6% | |
| Other values (465) | 2804 | 86.5% |
| Value | Count | Frequency (%) | |
| 500 | 9 | 0.3% | |
| 501 | 6 | 0.2% | |
| 502 | 10 | 0.3% | |
| 503 | 2 | 0.1% | |
| 504 | 4 | 0.1% |
| Value | Count | Frequency (%) | |
| 999 | 6 | 0.2% | |
| 998 | 2 | 0.1% | |
| 997 | 21 | 0.6% | |
| 996 | 7 | 0.2% | |
| 995 | 6 | 0.2% |
Strasse
Categorical
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 25.3 KiB |
| A 3 | |
|---|---|
| A 9 | |
| A 99 | |
| A 7 | |
| A 96 | |
| Other values (12) |
| Value | Count | Frequency (%) | |
| A 3 | 1075 | 33.2% | |
| A 9 | 656 | 20.2% | |
| A 99 | 312 | 9.6% | |
| A 7 | 302 | 9.3% | |
| A 96 | 230 | 7.1% | |
| A 6 | 198 | 6.1% | |
| A 93 | 160 | 4.9% | |
| A 73 | 86 | 2.7% | |
| A 92 | 82 | 2.5% | |
| A 94 | 56 | 1.7% | |
| Other values (7) | 84 | 2.6% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.316877507 |
| Min length | 3 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6772601049 |
|---|---|
| Minimum | -1 |
| Maximum | 3 |
| Zeros | 1020 |
| Zeros (%) | 31.5% |
| Memory size | 25.3 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 3 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.490783598 |
|---|---|
| Coefficient of variation (CV) | 0.7246604287 |
| Kurtosis | -0.4154722493 |
| Mean | 0.6772601049 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.7561438611 |
| Sum | 2195 |
| Variance | 0.24086854 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 1 | 2189 | 67.5% | |
| 0 | 1020 | 31.5% | |
| -1 | 20 | 0.6% | |
| 2 | 10 | 0.3% | |
| 3 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| -1 | 20 | 0.6% | |
| 0 | 1020 | 31.5% | |
| 1 | 2189 | 67.5% | |
| 2 | 10 | 0.3% | |
| 3 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 3 | 2 | 0.1% | |
| 2 | 10 | 0.3% | |
| 1 | 2189 | 67.5% | |
| 0 | 1020 | 31.5% | |
| -1 | 20 | 0.6% |
Einzug
Real number (ℝ≥0)
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.57729096 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 25.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 1.648689024 |
|---|---|
| Coefficient of variation (CV) | 0.6396984469 |
| Kurtosis | -1.309767634 |
| Mean | 2.57729096 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.6511708881 |
| Sum | 8353 |
| Variance | 2.718175498 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=5)
| Value | Count | Frequency (%) | |
| 2 | 1173 | 36.2% | |
| 1 | 1076 | 33.2% | |
| 5 | 977 | 30.1% | |
| 3 | 14 | 0.4% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1076 | 33.2% | |
| 2 | 1173 | 36.2% | |
| 3 | 14 | 0.4% | |
| 4 | 1 | < 0.1% | |
| 5 | 977 | 30.1% |
| Value | Count | Frequency (%) | |
| 5 | 977 | 30.1% | |
| 4 | 1 | < 0.1% | |
| 3 | 14 | 0.4% | |
| 2 | 1173 | 36.2% | |
| 1 | 1076 | 33.2% |
Richtung
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 25.3 KiB |
| 1 | |
|---|---|
| 0 | 70 |
| Value | Count | Frequency (%) | |
| 1 | 3171 | 97.8% | |
| 0 | 70 | 2.2% |
| Distinct | 1425 |
|---|---|
| Distinct (%) | 44.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 950.953718 |
|---|---|
| Minimum | 0 |
| Maximum | 24500 |
| Zeros | 913 |
| Zeros (%) | 28.2% |
| Memory size | 25.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 300 |
| Q3 | 1244 |
| 95-th percentile | 3976 |
| Maximum | 24500 |
| Range | 24500 |
| Interquartile range (IQR) | 1244 |
Descriptive statistics
| Standard deviation | 1684.207434 |
|---|---|
| Coefficient of variation (CV) | 1.771071927 |
| Kurtosis | 33.86387851 |
| Mean | 950.953718 |
| Median Absolute Deviation (MAD) | 300 |
| Skewness | 4.466382517 |
| Sum | 3082041 |
| Variance | 2836554.68 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 913 | 28.2% | |
| 100 | 19 | 0.6% | |
| 150 | 13 | 0.4% | |
| 200 | 13 | 0.4% | |
| 300 | 10 | 0.3% | |
| 505 | 9 | 0.3% | |
| 65 | 9 | 0.3% | |
| 400 | 9 | 0.3% | |
| 500 | 9 | 0.3% | |
| 66 | 8 | 0.2% | |
| Other values (1415) | 2229 | 68.8% |
| Value | Count | Frequency (%) | |
| 0 | 913 | 28.2% | |
| 8 | 1 | < 0.1% | |
| 10 | 1 | < 0.1% | |
| 26 | 2 | 0.1% | |
| 27 | 2 | 0.1% |
| Value | Count | Frequency (%) | |
| 24500 | 1 | < 0.1% | |
| 21032 | 1 | < 0.1% | |
| 17430 | 1 | < 0.1% | |
| 16820 | 1 | < 0.1% | |
| 14185 | 1 | < 0.1% |
| Distinct | 507 |
|---|---|
| Distinct (%) | 15.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 319.4566492 |
|---|---|
| Minimum | 0 |
| Maximum | 187650 |
| Zeros | 504 |
| Zeros (%) | 15.6% |
| Memory size | 25.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 27 |
| Q3 | 92 |
| 95-th percentile | 530 |
| Maximum | 187650 |
| Range | 187650 |
| Interquartile range (IQR) | 88 |
Descriptive statistics
| Standard deviation | 4506.015147 |
|---|---|
| Coefficient of variation (CV) | 14.10524764 |
| Kurtosis | 1175.267134 |
| Mean | 319.4566492 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 32.04683548 |
| Sum | 1035359 |
| Variance | 20304172.5 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 504 | 15.6% | |
| 1 | 115 | 3.5% | |
| 4 | 92 | 2.8% | |
| 2 | 87 | 2.7% | |
| 3 | 86 | 2.7% | |
| 5 | 56 | 1.7% | |
| 7 | 54 | 1.7% | |
| 9 | 50 | 1.5% | |
| 12 | 42 | 1.3% | |
| 14 | 40 | 1.2% | |
| Other values (497) | 2115 | 65.3% |
| Value | Count | Frequency (%) | |
| 0 | 504 | 15.6% | |
| 1 | 115 | 3.5% | |
| 2 | 87 | 2.7% | |
| 3 | 86 | 2.7% | |
| 4 | 92 | 2.8% |
| Value | Count | Frequency (%) | |
| 187650 | 1 | < 0.1% | |
| 132060 | 1 | < 0.1% | |
| 75330 | 1 | < 0.1% | |
| 39180 | 1 | < 0.1% | |
| 32130 | 2 | 0.1% |
Month
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 25.3 KiB |
| Jul | |
|---|---|
| Sep | |
| Oct | |
| Dec | |
| May | |
| Other values (7) |
| Value | Count | Frequency (%) | |
| Jul | 551 | 17.0% | |
| Sep | 370 | 11.4% | |
| Oct | 307 | 9.5% | |
| Dec | 278 | 8.6% | |
| May | 276 | 8.5% | |
| Aug | 273 | 8.4% | |
| Apr | 271 | 8.4% | |
| Mar | 216 | 6.7% | |
| Nov | 213 | 6.6% | |
| Jun | 208 | 6.4% | |
| Other values (2) | 278 | 8.6% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| TempMax | TempAvg | SpatMax | SpatAvg | TempDist | SpatDist | Coverage | TLCar | TLHGV | Strasse | AnzGesperrtFs | Einzug | Richtung | Length | Duration | Month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 69 | 30 | 15183 | 3134 | 0 | 0 | 18 | 1966 | 954 | A 9 | 1 | 2 | 1 | 0 | 18 | Jan |
| 1 | 69 | 30 | 15183 | 3134 | 0 | 0 | 18 | 1966 | 954 | A 9 | 1 | 1 | 1 | 13772 | 47 | Jan |
| 2 | 69 | 30 | 15183 | 3134 | 0 | 0 | 18 | 1966 | 954 | A 9 | 0 | 5 | 1 | 636 | 1 | Jan |
| 3 | 33 | 6 | 5301 | 1317 | 0 | 0 | 17 | 1131 | 856 | A 9 | 1 | 2 | 1 | 41 | 0 | Jan |
| 4 | 33 | 6 | 5301 | 1317 | 0 | 0 | 17 | 1131 | 856 | A 9 | 0 | 5 | 1 | 2603 | 45 | Jan |
| 5 | 33 | 6 | 5301 | 1317 | 0 | 0 | 17 | 1131 | 856 | A 9 | 0 | 5 | 1 | 258 | 8 | Jan |
| 6 | 174 | 156 | 15432 | 13788 | 0 | 0 | 88 | 1388 | 591 | A 7 | 1 | 1 | 1 | 1322 | 143 | Jan |
| 7 | 57 | 23 | 2210 | 1205 | 0 | 0 | 51 | 1143 | 580 | A 70 | 1 | 2 | 1 | 3246 | 407 | Jan |
| 8 | 57 | 23 | 2210 | 1205 | 18 | 1253 | 51 | 1143 | 580 | A 70 | 1 | 2 | 1 | 505 | 3 | Jan |
| 9 | 249 | 252 | 10225 | 10425 | 0 | 258 | 100 | 1508 | 981 | A 71 | 1 | 1 | 1 | 1005 | 199 | Jan |
Last rows
| TempMax | TempAvg | SpatMax | SpatAvg | TempDist | SpatDist | Coverage | TLCar | TLHGV | Strasse | AnzGesperrtFs | Einzug | Richtung | Length | Duration | Month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3231 | 75 | 35 | 6554 | 2934 | 13 | 1341 | 43 | 1853 | 799 | A 3 | 1 | 1 | 1 | 1028 | 22 | Dec |
| 3232 | 75 | 35 | 6554 | 2934 | 0 | 702 | 43 | 1853 | 799 | A 3 | 0 | 5 | 1 | 639 | 20 | Dec |
| 3233 | 81 | 61 | 2698 | 2360 | 0 | 0 | 86 | 1305 | 511 | A 7 | 1 | 1 | 1 | 585 | 60 | Dec |
| 3234 | 81 | 61 | 2698 | 2360 | 0 | 0 | 86 | 1305 | 511 | A 7 | 0 | 5 | 1 | 851 | 1 | Dec |
| 3235 | 81 | 61 | 2698 | 2360 | 0 | 0 | 86 | 1305 | 511 | A 7 | -1 | 1 | 1 | 300 | 75 | Dec |
| 3236 | 60 | 17 | 12219 | 4654 | 0 | 0 | 37 | 1671 | 871 | A 9 | 0 | 5 | 1 | 116 | 11 | Dec |
| 3237 | 60 | 17 | 12219 | 4654 | 0 | 0 | 37 | 1671 | 871 | A 9 | 1 | 2 | 1 | 305 | 4 | Dec |
| 3238 | 60 | 17 | 12219 | 4654 | 0 | 0 | 37 | 1671 | 871 | A 9 | 0 | 5 | 1 | 129 | 1 | Dec |
| 3239 | 60 | 38 | 951 | 490 | 8 | 0 | 42 | 1862 | 595 | A 96 | 0 | 5 | 0 | 52 | 25 | Dec |
| 3240 | 39 | 21 | 2218 | 967 | 0 | 0 | 42 | 1003 | 565 | A 73 | 1 | 2 | 1 | 1518 | 39 | Dec |
Most frequent
| TempMax | TempAvg | SpatMax | SpatAvg | TempDist | SpatDist | Coverage | TLCar | TLHGV | Strasse | AnzGesperrtFs | Einzug | Richtung | Length | Duration | Month | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 47 | 189 | 162 | 1926 | 1575 | 0 | 0 | 85 | 1297 | 505 | A 93 | 1 | 1 | 1 | 0 | 0 | Sep | 47 |
| 28 | 36 | 31 | 1014 | 809 | 0 | 92 | 79 | 1286 | 612 | A 3 | 1 | 2 | 1 | 0 | 0 | Nov | 29 |
| 45 | 177 | 171 | 8459 | 2691 | 0 | 576 | 32 | 1518 | 738 | A 9 | 1 | 1 | 1 | 0 | 0 | Sep | 20 |
| 60 | 456 | 459 | 2226 | 1683 | 0 | 576 | 79 | 1667 | 987 | A 9 | 1 | 1 | 1 | 0 | 0 | Sep | 19 |
| 37 | 111 | 70 | 1903 | 1272 | 0 | 0 | 64 | 1673 | 676 | A 93 | 1 | 2 | 1 | 0 | 0 | Aug | 8 |
| 58 | 300 | 261 | 2908 | 2469 | 0 | 0 | 88 | 1788 | 737 | A 96 | 1 | 1 | 1 | 0 | 18 | Oct | 8 |
| 12 | 15 | 15 | 2831 | 1536 | 14 | 0 | 48 | 1555 | 787 | A 9 | 1 | 1 | 1 | 0 | 0 | Jul | 7 |
| 4 | 15 | 15 | 2831 | 1536 | 6 | 0 | 48 | 1555 | 787 | A 9 | 1 | 1 | 1 | 0 | 0 | Jul | 6 |
| 10 | 15 | 15 | 2831 | 1536 | 12 | 0 | 48 | 1555 | 787 | A 9 | 1 | 1 | 1 | 0 | 0 | Jul | 6 |
| 18 | 15 | 15 | 2831 | 1536 | 20 | 0 | 48 | 1555 | 787 | A 9 | 1 | 1 | 1 | 0 | 0 | Jul | 6 |